Product operations and AI systems professional spanning digital product development, CRM and workflow design, process
automation, AI/LLM evaluation, knowledge systems, and UX. Built an AI-assisted CRM supporting 250+ clients across an
18-stage pipeline, developed automations and structured knowledge systems, and delivered company-wide AI training.
Strong at turning ambiguous problems into usable products, workflows, documentation, and operational systems.
At Independent, I designed the product architecture, UX system, data model, and roadmap for 4DK (formerly Chef4Me), a food intelligence and household operations platform. I built AI-assisted workflows for food, kitchens, receipts, recommendations, and conversation.
For KindMind, I designed and built a privacy-conscious mobile journaling experience with mood tagging, reminders, guided breathing, and optional cloud sync. I also built Biscuit AI, a Telegram assistant with contextual retrieval, web search, image generation, and Notion-backed knowledge access.
At Birdview Travels & Tours, I managed 250+ Canadian immigration clients across an 18-stage pipeline and designed RELAY, an AI-assisted CRM and internal operations system. I also built an immigration knowledge system, evaluated AI outputs, developed Google Sheets-to-WhatsApp automation, and delivered an 11-module company-wide AI literacy programme.
At Leadway Pensure PFA, I improved customer and operational workflows and supported self-service resources and document workflows used by 10,000+ clients. I contributed to process changes associated with approximately 30% efficiency gains and mortgage-related workflow improvements of approximately 35%.

